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MCP server · RAG

Vector Core

by · github.com/michaelkrauty/vector-core

Shared vector search infrastructure for MCP servers — embeddings, hybrid search, Qdrant storage, and more

Unclaimed embeddingsmcppythonqdrantsemantic-searchvector-search
InstallView source
34Low

Scored a month ago · breakdown

About Vector Core

Vector Core is an MCP server published by michaelkrauty in the RAG category: shared vector search infrastructure for MCP servers — embeddings, hybrid search, Qdrant storage, and more.

Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/michaelkrauty/vector-core

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v1.5.0vector-core v1.5.0 · 4 Sep 2026Adds durable model-safe embedding reuse, endpoint/model-scoped cross-process request scheduling, fork-safe shared/exclusive locks, and exact sparse-vocabulary recovery primitives. Embedding cache entries use validated binary float32…
v1.4.3vector-core v1.4.3 · 2 Sep 2026Fixed\n\n- File locks now retain a stable inode for the lifetime of their lock namespace. The synchronous and asynchronous context managers unlinked the lock pathname after releasing it, so a waiter that had already opened the old…
v1.4.2v1.4.2 · 21 Aug 2026Fixed MCP tool registration verification now supports the stable MCP Python SDK v2 API. The development dependency allowed any SDK version but the tests and type annotations imported `mcp.server.fastmcp.FastMCP`, which SDK v2 removed in…
v1.4.1v1.4.1 · 26 Jul 2026Changed Development dependencies moved from an extra to a PEP 735 dependency group. `uv sync` installs a dependency group by default but skips an extra unless it is named, so the project environment was left without pytest and `uv run…
v1.4.0v1.4.0 · 25 Jul 2026Fixed Every Qdrant request now carries the configured `qdrant_operation_timeout` instead of silently falling back to qdrant-client's five second default. `QdrantStorage` constructed its client without a `timeout`, so the transport…
Questions

About Vector Core

How do I install Vector Core?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Vector Core safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Vector Core still maintained?

Yes — the latest release is v1.5.0 (4 Sep 2026), and the last commit was a month ago. The repository has 0 stars.